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    Anti-AI Slop Linter & Vocabulary Scanner

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    Audits text, markdown, and PRs for 120+ AI buzzwords, calculates sentence burstiness and lexical diversity, and enforces clean engineering prose.

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    Anti-AI Slop Linter & Vocabulary Scanner

    Anti-AI Slop Linter & Vocabulary Scanner

    Example session with this skill installed

    Lint my draft PR description in docs/PULL_REQUEST.md for AI buzzwords, measure sentence rhythm, and output recommended engineering replacements.

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    • Compiled the anti-ai slop linter

    🛡️ ANTI-AI SLOP LINTER — Vocabulary & Burstiness Inspection (v1.0.0)

    MetricInspection ResultBenchmark Status
    Analyzed Filedocs/PULL_REQUEST.md148 Words / 8 Sentences
    Slop Score68 / 100🔴 Critical AI Fluff Detected
    Burstiness Index2.1 std dev (Avg 18.5 words)🔴 Monotonous Robot Cadence
    Lexical Diversity (TTR)48.6%🟠 Repetitive Vocabulary
    Buzzword Occurrences5 Clichés Flagged🔴 Action Required

    🔍 Identified AI Clichés & Suggested Replacements:

    • 🔴 Line 1:12 — "In today's fast-paced realm"
      (Context: "In today's fast-paced realm, engineering teams must adapt...")
      Suggested: Delete introductory throat-clearing; start directly with technical facts.
    • 🔴 Line 3:24 — "delve into"
      (Context: "...we delve into the underlying database schema...")
      Suggested: Replace with inspect, examine, or profile.
    • 🔴 Line 4:41 — "rich tapestry"
      (Context: "...yielding a rich tapestry of microservices...")
      Suggested: Replace with distributed architecture or service topology.
    • 🔴 Line 6:15 — "testament to"
      (Context: "This benchmark is a testament to our team's work...")
      Suggested: Replace with proves that or demonstrates.
    • 🔴 Line 8:05 — "seamlessly"
      (Context: "...allowing clients to seamlessly failover without downtime.")
      Suggested: Replace with directly or automatically.
    [CLEANSED PROSE OUTPUT]
Distributed service migration completed. Schema profiling shows 42% latency reduction (p99 dropped from 180ms to 104ms). Automated failover verified across 3 availability zones without packet loss.

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    About this skill

    Anti-AI Slop Linter & Vocabulary Scanner

    Tired of synthetic, formulaic AI outputs overflowing with corporate fluff, robotic filler words, and monotonous sentence rhythm?

    The Anti-AI Slop Linter & Vocabulary Scanner is a lightweight, zero-dependency CLI tool and agent skill designed to audit written content, documentation, pull requests, and agent logs. It flags over 120 known AI clichés, measures lexical diversity, and enforces natural, high-burstiness engineering prose.

    ⚠️ The Problem: AI Slop Destroys Credibility

    When AI models write documentation or pull request descriptions, they exhibit telltale synthetic patterns:

    1. Pompous Throat-Clearing: Opening essays with "In today's fast-paced world", "Without further ado", or "It is important to remember".
    2. Repetitive Buzzword Inflation: Overusing "delve", "testament", "rich tapestry", "pivotal", "seamless", "elevate", and "beacon".
    3. Monotonous Rhythm (Zero Burstiness): Writing sentences of nearly identical 18-word length without dynamic tempo or human cadences.
    4. Low Lexical Diversity: Repeating identical buzzwords rather than specific domain terms.

    ⚡ The Solution: Heuristic Linguistic Audit

    The Anti-AI Slop Linter inspects text through three deterministic lenses:

    • Dictionary Linter (120+ Terms): Pinpoints precise line and column numbers of synthetic buzzwords and provides concrete engineering replacements.
    • Burstiness Index (Sentence Variance): Computes sentence length standard deviation. Highlights robotic, uniform phrasing ($\sigma < 3.0$).
    • Type-Token Lexical Diversity (TTR): Measures vocabulary richness and flags semantic loops.
    • Aggregate Slop Score (0–100): Provides an objective score from clean engineering prose (0–15) to critical synthetic slop (60–100).

    🛠️ What's Included:

    • scripts/slop_linter.py — Fast, zero-dependency Python 3.10+ CLI tool.
    • SKILL.md — Lean Core (<40 lines) agent skill for Claude Code, Cursor, Windsurf, and Antigravity.
    • references/slop_dictionary_and_metrics.md — Exhaustive dictionary of 120+ AI clichés and mathematical metric explanations.

    🔒 100% Client-Side Privacy:

    Executes completely offline in local memory. No telemetry, no external API calls, zero risk to proprietary documentation or source code.

    How to use

    Skills on Agensi run inside your AI agent. Copy the prompt, paste it into your agent, and it connects to Agensi and installs this skill for you. If a payment is needed, your agent shows it to you first.

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